It's about the priori. The common slippery slope you mention comes from people who believe that historically government abuses power to the extend that they can get away it, and whoever claims otherwise are the one that needs to provide evidence. Of course if you have the opposite priori, then you will ask for the opposite kind of evidence.

I tend to go with the former, since liberal democracies are rarer than totalitarianism and the like.